Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 144 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 33.3 KiB |
| Average record size in memory | 236.9 B |
Variable types
| Numeric | 25 |
|---|
water_supply is highly overall correlated with Average_Temp and 2 other fields | High correlation |
Total_Population is highly overall correlated with Male_Population and 2 other fields | High correlation |
Households is highly overall correlated with Population_per_Households and 12 other fields | High correlation |
Population_per_Households is highly overall correlated with Households and 12 other fields | High correlation |
Male_Population is highly overall correlated with Total_Population and 11 other fields | High correlation |
Female_Population is highly overall correlated with Total_Population and 4 other fields | High correlation |
Male_Female_Ratio is highly overall correlated with Households and 11 other fields | High correlation |
Population_aging_Ratio is highly overall correlated with Households and 10 other fields | High correlation |
Power_usage is highly overall correlated with Female_Population and 3 other fields | High correlation |
Num_of_Business is highly overall correlated with Households and 10 other fields | High correlation |
Business_above_100 is highly overall correlated with Total_Population and 8 other fields | High correlation |
complex_area is highly overall correlated with Households and 10 other fields | High correlation |
annual_household_income is highly overall correlated with Households and 12 other fields | High correlation |
High_School_Graduate_num is highly overall correlated with Female_Population and 6 other fields | High correlation |
High_School_Graduate_ratio is highly overall correlated with Households and 6 other fields | High correlation |
personal_expense is highly overall correlated with Households and 11 other fields | High correlation |
benefits_vs_personal_expense is highly overall correlated with Households and 10 other fields | High correlation |
employment_ratio is highly overall correlated with Households and 5 other fields | High correlation |
employment_insurance_ratio is highly overall correlated with Female_Population and 4 other fields | High correlation |
Average_Temp is highly overall correlated with water_supply and 5 other fields | High correlation |
Monthly_Rainfall is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Average_Relative_Humadity is highly overall correlated with Average_Temp and 3 other fields | High correlation |
Ground_Temp is highly overall correlated with water_supply and 4 other fields | High correlation |
Average_Wind is highly overall correlated with Households and 3 other fields | High correlation |
Average_Pressure is highly overall correlated with water_supply and 4 other fields | High correlation |
water_supply has unique values | Unique |
Population_per_Households has unique values | Unique |
Male_Female_Ratio has unique values | Unique |
Power_usage has unique values | Unique |
employment_insurance_ratio has unique values | Unique |
Reproduction
| Analysis started | 2023-08-30 08:48:24.921212 |
|---|---|
| Analysis finished | 2023-08-30 08:49:09.891093 |
| Duration | 44.97 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
water_supply
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 272328.62 |
| Minimum | 220593.46 |
|---|---|
| Maximum | 308131.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 220593.46 |
|---|---|
| 5-th percentile | 245875.5 |
| Q1 | 262704.94 |
| median | 272738.48 |
| Q3 | 283679.7 |
| 95-th percentile | 297414.6 |
| Maximum | 308131.74 |
| Range | 87538.278 |
| Interquartile range (IQR) | 20974.762 |
Descriptive statistics
| Standard deviation | 16696.863 |
|---|---|
| Coefficient of variation (CV) | 0.061311454 |
| Kurtosis | 0.12575198 |
| Mean | 272328.62 |
| Median Absolute Deviation (MAD) | 10694.435 |
| Skewness | -0.38422911 |
| Sum | 39215321 |
| Variance | 2.7878525 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 229099.9355 | 1 | 0.7% |
| 220593.4643 | 1 | 0.7% |
| 280743.0667 | 1 | 0.7% |
| 270426.0645 | 1 | 0.7% |
| 247929.3333 | 1 | 0.7% |
| 252188.0645 | 1 | 0.7% |
| 266580.3871 | 1 | 0.7% |
| 276267.1429 | 1 | 0.7% |
| 262283.7742 | 1 | 0.7% |
| 271840.9333 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 220593.4643 | 1 | |
| 229099.9355 | 1 | |
| 229384.3871 | 1 | |
| 234905.5667 | 1 | |
| 237720.1 | 1 | |
| 239681.8065 | 1 | |
| 240189.5333 | 1 | |
| 245513.0645 | 1 | |
| 247929.3333 | 1 | |
| 248200.9355 | 1 |
| Value | Count | Frequency (%) |
| 308131.7419 | 1 | |
| 302196.9333 | 1 | |
| 302092.6452 | 1 | |
| 300086.4516 | 1 | |
| 299864.5 | 1 | |
| 299114.3226 | 1 | |
| 298952.3548 | 1 | |
| 297418.0333 | 1 | |
| 297395.1613 | 1 | |
| 297106.5484 | 1 |
Total_Population
Real number (ℝ)
| Distinct | 142 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 150936.62 |
| Minimum | 143397 |
|---|---|
| Maximum | 156750 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 143397 |
|---|---|
| 5-th percentile | 144312.65 |
| Q1 | 150722.5 |
| median | 151634 |
| Q3 | 152296.75 |
| 95-th percentile | 153561.35 |
| Maximum | 156750 |
| Range | 13353 |
| Interquartile range (IQR) | 1574.25 |
Descriptive statistics
| Standard deviation | 2653.4672 |
|---|---|
| Coefficient of variation (CV) | 0.017580009 |
| Kurtosis | 1.7824311 |
| Mean | 150936.62 |
| Median Absolute Deviation (MAD) | 747 |
| Skewness | -1.3569134 |
| Sum | 21734873 |
| Variance | 7040887.9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 151201 | 2 | 1.4% |
| 152104 | 2 | 1.4% |
| 143563 | 1 | 0.7% |
| 152888 | 1 | 0.7% |
| 152364 | 1 | 0.7% |
| 152741 | 1 | 0.7% |
| 155857 | 1 | 0.7% |
| 154028 | 1 | 0.7% |
| 153346 | 1 | 0.7% |
| 152954 | 1 | 0.7% |
| Other values (132) | 132 |
| Value | Count | Frequency (%) |
| 143397 | 1 | |
| 143563 | 1 | |
| 143593 | 1 | |
| 143723 | 1 | |
| 143982 | 1 | |
| 144178 | 1 | |
| 144224 | 1 | |
| 144299 | 1 | |
| 144390 | 1 | |
| 145010 | 1 |
| Value | Count | Frequency (%) |
| 156750 | 1 | |
| 156564 | 1 | |
| 155857 | 1 | |
| 155580 | 1 | |
| 154164 | 1 | |
| 154028 | 1 | |
| 153879 | 1 | |
| 153587 | 1 | |
| 153416 | 1 | |
| 153357 | 1 |
Households
Real number (ℝ)
| Distinct | 143 |
|---|---|
| Distinct (%) | 99.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59836.292 |
| Minimum | 51918 |
|---|---|
| Maximum | 67103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 51918 |
|---|---|
| 5-th percentile | 52505.35 |
| Q1 | 57132.5 |
| median | 59678.5 |
| Q3 | 63300 |
| 95-th percentile | 65960 |
| Maximum | 67103 |
| Range | 15185 |
| Interquartile range (IQR) | 6167.5 |
Descriptive statistics
| Standard deviation | 4046.4538 |
|---|---|
| Coefficient of variation (CV) | 0.06762541 |
| Kurtosis | -0.84299967 |
| Mean | 59836.292 |
| Median Absolute Deviation (MAD) | 2851.5 |
| Skewness | -0.12504932 |
| Sum | 8616426 |
| Variance | 16373788 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56937 | 2 | 1.4% |
| 51918 | 1 | 0.7% |
| 62495 | 1 | 0.7% |
| 61521 | 1 | 0.7% |
| 61790 | 1 | 0.7% |
| 62790 | 1 | 0.7% |
| 62466 | 1 | 0.7% |
| 62386 | 1 | 0.7% |
| 62423 | 1 | 0.7% |
| 62547 | 1 | 0.7% |
| Other values (133) | 133 |
| Value | Count | Frequency (%) |
| 51918 | 1 | |
| 51935 | 1 | |
| 52054 | 1 | |
| 52198 | 1 | |
| 52268 | 1 | |
| 52355 | 1 | |
| 52388 | 1 | |
| 52498 | 1 | |
| 52547 | 1 | |
| 53114 | 1 |
| Value | Count | Frequency (%) |
| 67103 | 1 | |
| 66970 | 1 | |
| 66575 | 1 | |
| 66311 | 1 | |
| 66252 | 1 | |
| 66187 | 1 | |
| 66069 | 1 | |
| 65978 | 1 | |
| 65858 | 1 | |
| 65775 | 1 |
Population_per_Households
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5319767 |
| Minimum | 2.2432827 |
|---|---|
| Maximum | 2.7651874 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 2.2432827 |
|---|---|
| 5-th percentile | 2.2842059 |
| Q1 | 2.4232946 |
| median | 2.5673871 |
| Q3 | 2.6421885 |
| 95-th percentile | 2.7485324 |
| Maximum | 2.7651874 |
| Range | 0.5219047 |
| Interquartile range (IQR) | 0.21889393 |
Descriptive statistics
| Standard deviation | 0.14327027 |
|---|---|
| Coefficient of variation (CV) | 0.056584357 |
| Kurtosis | -0.96513537 |
| Mean | 2.5319767 |
| Median Absolute Deviation (MAD) | 0.1011497 |
| Skewness | -0.31821444 |
| Sum | 364.60464 |
| Variance | 0.020526371 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.765187411 | 1 | 0.7% |
| 2.761085973 | 1 | 0.7% |
| 2.479832603 | 1 | 0.7% |
| 2.47661774 | 1 | 0.7% |
| 2.471937207 | 1 | 0.7% |
| 2.482194617 | 1 | 0.7% |
| 2.465789389 | 1 | 0.7% |
| 2.458019427 | 1 | 0.7% |
| 2.450282748 | 1 | 0.7% |
| 2.446403712 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 2.243282715 | 1 | |
| 2.247170375 | 1 | |
| 2.25541119 | 1 | |
| 2.263892868 | 1 | |
| 2.273787961 | 1 | |
| 2.276867058 | 1 | |
| 2.279298915 | 1 | |
| 2.283488436 | 1 | |
| 2.288271736 | 1 | |
| 2.292345116 | 1 |
| Value | Count | Frequency (%) |
| 2.765187411 | 1 | |
| 2.761085973 | 1 | |
| 2.758539209 | 1 | |
| 2.75468738 | 1 | |
| 2.7538535 | 1 | |
| 2.753419671 | 1 | |
| 2.75299687 | 1 | |
| 2.748657092 | 1 | |
| 2.747825756 | 1 | |
| 2.730165305 | 1 |
Male_Population
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77889.368 |
| Minimum | 73639 |
|---|---|
| Maximum | 81365 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 73639 |
|---|---|
| 5-th percentile | 74083.4 |
| Q1 | 77793.75 |
| median | 78181 |
| Q3 | 78688.5 |
| 95-th percentile | 79426.85 |
| Maximum | 81365 |
| Range | 7726 |
| Interquartile range (IQR) | 894.75 |
Descriptive statistics
| Standard deviation | 1505.0119 |
|---|---|
| Coefficient of variation (CV) | 0.01932243 |
| Kurtosis | 1.8271497 |
| Mean | 77889.368 |
| Median Absolute Deviation (MAD) | 451.5 |
| Skewness | -1.4039112 |
| Sum | 11216069 |
| Variance | 2265060.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 78687 | 2 | 1.4% |
| 78550 | 2 | 1.4% |
| 78647 | 2 | 1.4% |
| 78670 | 2 | 1.4% |
| 78328 | 1 | 0.7% |
| 78256 | 1 | 0.7% |
| 78802 | 1 | 0.7% |
| 78840 | 1 | 0.7% |
| 78966 | 1 | 0.7% |
| 78998 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 73639 | 1 | |
| 73673 | 1 | |
| 73686 | 1 | |
| 73776 | 1 | |
| 73917 | 1 | |
| 74027 | 1 | |
| 74069 | 1 | |
| 74075 | 1 | |
| 74131 | 1 | |
| 74448 | 1 |
| Value | Count | Frequency (%) |
| 81365 | 1 | |
| 80972 | 1 | |
| 80301 | 1 | |
| 80012 | 1 | |
| 79710 | 1 | |
| 79681 | 1 | |
| 79493 | 1 | |
| 79442 | 1 | |
| 79341 | 1 | |
| 79263 | 1 |
Female_Population
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73047.25 |
| Minimum | 69758 |
|---|---|
| Maximum | 75592 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 69758 |
|---|---|
| 5-th percentile | 70229.25 |
| Q1 | 72366.5 |
| median | 73358 |
| Q3 | 73951.75 |
| 95-th percentile | 74520.15 |
| Maximum | 75592 |
| Range | 5834 |
| Interquartile range (IQR) | 1585.25 |
Descriptive statistics
| Standard deviation | 1275.3953 |
|---|---|
| Coefficient of variation (CV) | 0.017459868 |
| Kurtosis | 0.33512544 |
| Mean | 73047.25 |
| Median Absolute Deviation (MAD) | 620.5 |
| Skewness | -0.86623783 |
| Sum | 10518804 |
| Variance | 1626633.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 73184 | 2 | 1.4% |
| 72074 | 2 | 1.4% |
| 73975 | 2 | 1.4% |
| 73684 | 2 | 1.4% |
| 69890 | 1 | 0.7% |
| 73947 | 1 | 0.7% |
| 74014 | 1 | 0.7% |
| 75556 | 1 | 0.7% |
| 74535 | 1 | 0.7% |
| 74163 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 69758 | 1 | |
| 69890 | 1 | |
| 69907 | 1 | |
| 69947 | 1 | |
| 70065 | 1 | |
| 70151 | 1 | |
| 70155 | 1 | |
| 70224 | 1 | |
| 70259 | 1 | |
| 70562 | 1 |
| Value | Count | Frequency (%) |
| 75592 | 1 | |
| 75568 | 1 | |
| 75556 | 1 | |
| 75385 | 1 | |
| 74823 | 1 | |
| 74772 | 1 | |
| 74619 | 1 | |
| 74535 | 1 | |
| 74436 | 1 | |
| 74232 | 1 |
Male_Female_Ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0663156 |
| Minimum | 1.0533377 |
|---|---|
| Maximum | 1.0939905 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.0533377 |
|---|---|
| 5-th percentile | 1.0548596 |
| Q1 | 1.0568352 |
| median | 1.0622045 |
| Q3 | 1.0731529 |
| 95-th percentile | 1.09161 |
| Maximum | 1.0939905 |
| Range | 0.040652798 |
| Interquartile range (IQR) | 0.016317788 |
Descriptive statistics
| Standard deviation | 0.011994458 |
|---|---|
| Coefficient of variation (CV) | 0.011248506 |
| Kurtosis | -0.10047855 |
| Mean | 1.0663156 |
| Median Absolute Deviation (MAD) | 0.0062451633 |
| Skewness | 1.0957194 |
| Sum | 153.54945 |
| Variance | 0.00014386702 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1.054127915 | 1 | 0.7% |
| 1.055635196 | 1 | 0.7% |
| 1.062139472 | 1 | 0.7% |
| 1.062708147 | 1 | 0.7% |
| 1.063677142 | 1 | 0.7% |
| 1.062801101 | 1 | 0.7% |
| 1.066519085 | 1 | 0.7% |
| 1.06768874 | 1 | 0.7% |
| 1.068427387 | 1 | 0.7% |
| 1.069129788 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 1.053337657 | 1 | |
| 1.053531599 | 1 | |
| 1.054057534 | 1 | |
| 1.054071043 | 1 | |
| 1.054127915 | 1 | |
| 1.054183127 | 1 | |
| 1.054741447 | 1 | |
| 1.054838802 | 1 | |
| 1.054977521 | 1 | |
| 1.055072135 | 1 |
| Value | Count | Frequency (%) |
| 1.093990455 | 1 | |
| 1.093470551 | 1 | |
| 1.093292997 | 1 | |
| 1.093095563 | 1 | |
| 1.092867261 | 1 | |
| 1.092380132 | 1 | |
| 1.091832199 | 1 | |
| 1.091657527 | 1 | |
| 1.091340829 | 1 | |
| 1.090987255 | 1 |
Population_aging_Ratio
Real number (ℝ)
| Distinct | 46 |
|---|---|
| Distinct (%) | 31.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.947917 |
| Minimum | 9.3 |
|---|---|
| Maximum | 13.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 9.3 |
|---|---|
| 5-th percentile | 9.3 |
| Q1 | 9.675 |
| median | 10.7 |
| Q3 | 11.8 |
| 95-th percentile | 13.585 |
| Maximum | 13.9 |
| Range | 4.6 |
| Interquartile range (IQR) | 2.125 |
Descriptive statistics
| Standard deviation | 1.3966478 |
|---|---|
| Coefficient of variation (CV) | 0.12757201 |
| Kurtosis | -0.83600419 |
| Mean | 10.947917 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | 0.56093932 |
| Sum | 1576.5 |
| Variance | 1.950625 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) |
| 9.4 | 15 | 10.4% |
| 9.3 | 13 | 9.0% |
| 9.9 | 5 | 3.5% |
| 11.8 | 5 | 3.5% |
| 11 | 5 | 3.5% |
| 10.9 | 4 | 2.8% |
| 9.5 | 4 | 2.8% |
| 9.6 | 4 | 2.8% |
| 9.7 | 4 | 2.8% |
| 10 | 4 | 2.8% |
| Other values (36) | 81 |
| Value | Count | Frequency (%) |
| 9.3 | 13 | |
| 9.4 | 15 | |
| 9.5 | 4 | 2.8% |
| 9.6 | 4 | 2.8% |
| 9.7 | 4 | 2.8% |
| 9.8 | 3 | 2.1% |
| 9.9 | 5 | 3.5% |
| 10 | 4 | 2.8% |
| 10.1 | 2 | 1.4% |
| 10.2 | 3 | 2.1% |
| Value | Count | Frequency (%) |
| 13.9 | 3 | |
| 13.8 | 1 | 0.7% |
| 13.7 | 2 | |
| 13.6 | 2 | |
| 13.5 | 2 | |
| 13.4 | 2 | |
| 13.3 | 2 | |
| 13.2 | 2 | |
| 13.1 | 1 | 0.7% |
| 13 | 1 | 0.7% |
Power_usage
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3492044 × 108 |
| Minimum | 1.9148793 × 108 |
|---|---|
| Maximum | 8.8920333 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.9148793 × 108 |
|---|---|
| 5-th percentile | 2.7529987 × 108 |
| Q1 | 3.5899059 × 108 |
| median | 4.4320099 × 108 |
| Q3 | 4.9758757 × 108 |
| 95-th percentile | 6.0951924 × 108 |
| Maximum | 8.8920333 × 108 |
| Range | 6.977154 × 108 |
| Interquartile range (IQR) | 1.3859698 × 108 |
Descriptive statistics
| Standard deviation | 1.0784202 × 108 |
|---|---|
| Coefficient of variation (CV) | 0.24795803 |
| Kurtosis | 1.2807432 |
| Mean | 4.3492044 × 108 |
| Median Absolute Deviation (MAD) | 69865081 |
| Skewness | 0.50213417 |
| Sum | 6.2628544 × 1010 |
| Variance | 1.1629901 × 1016 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 293115000 | 1 | 0.7% |
| 274972000 | 1 | 0.7% |
| 458248134 | 1 | 0.7% |
| 512144691 | 1 | 0.7% |
| 367395035 | 1 | 0.7% |
| 467077873 | 1 | 0.7% |
| 443351938 | 1 | 0.7% |
| 443050046 | 1 | 0.7% |
| 224362254 | 1 | 0.7% |
| 889203332 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 191487933 | 1 | |
| 224362254 | 1 | |
| 231832581 | 1 | |
| 244877264 | 1 | |
| 255905755 | 1 | |
| 266570357 | 1 | |
| 271959169 | 1 | |
| 274972000 | 1 | |
| 277157788 | 1 | |
| 278050113 | 1 |
| Value | Count | Frequency (%) |
| 889203332 | 1 | |
| 686470423 | 1 | |
| 651068477 | 1 | |
| 633613000 | 1 | |
| 631974084 | 1 | |
| 622745752 | 1 | |
| 612418070 | 1 | |
| 609962000 | 1 | |
| 607010263 | 1 | |
| 604290000 | 1 |
Num_of_Business
Real number (ℝ)
| Distinct | 140 |
|---|---|
| Distinct (%) | 97.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5905.6528 |
| Minimum | 4082 |
|---|---|
| Maximum | 8044 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 4082 |
|---|---|
| 5-th percentile | 4439.65 |
| Q1 | 5022.5 |
| median | 6150 |
| Q3 | 6494.25 |
| 95-th percentile | 7607.7 |
| Maximum | 8044 |
| Range | 3962 |
| Interquartile range (IQR) | 1471.75 |
Descriptive statistics
| Standard deviation | 946.49372 |
|---|---|
| Coefficient of variation (CV) | 0.16026911 |
| Kurtosis | -0.66766835 |
| Mean | 5905.6528 |
| Median Absolute Deviation (MAD) | 546 |
| Skewness | -0.07698825 |
| Sum | 850414 |
| Variance | 895850.37 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 6428 | 2 | 1.4% |
| 5035 | 2 | 1.4% |
| 6262 | 2 | 1.4% |
| 5815 | 2 | 1.4% |
| 4460 | 1 | 0.7% |
| 6118 | 1 | 0.7% |
| 6185 | 1 | 0.7% |
| 6350 | 1 | 0.7% |
| 6494 | 1 | 0.7% |
| 6363 | 1 | 0.7% |
| Other values (130) | 130 |
| Value | Count | Frequency (%) |
| 4082 | 1 | |
| 4145 | 1 | |
| 4207 | 1 | |
| 4253 | 1 | |
| 4286 | 1 | |
| 4290 | 1 | |
| 4411 | 1 | |
| 4438 | 1 | |
| 4449 | 1 | |
| 4457 | 1 |
| Value | Count | Frequency (%) |
| 8044 | 1 | |
| 7871 | 1 | |
| 7807 | 1 | |
| 7788 | 1 | |
| 7780 | 1 | |
| 7684 | 1 | |
| 7639 | 1 | |
| 7611 | 1 | |
| 7589 | 1 | |
| 7563 | 1 |
Business_above_100
Real number (ℝ)
| Distinct | 53 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 114.8125 |
| Minimum | 87 |
|---|---|
| Maximum | 154 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 87 |
|---|---|
| 5-th percentile | 94 |
| Q1 | 101 |
| median | 112 |
| Q3 | 125 |
| 95-th percentile | 143.7 |
| Maximum | 154 |
| Range | 67 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 15.611977 |
|---|---|
| Coefficient of variation (CV) | 0.13597803 |
| Kurtosis | -0.40358906 |
| Mean | 114.8125 |
| Median Absolute Deviation (MAD) | 11.5 |
| Skewness | 0.55302568 |
| Sum | 16533 |
| Variance | 243.73383 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98 | 10 | 6.9% |
| 109 | 7 | 4.9% |
| 112 | 6 | 4.2% |
| 99 | 6 | 4.2% |
| 115 | 6 | 4.2% |
| 110 | 6 | 4.2% |
| 119 | 6 | 4.2% |
| 101 | 5 | 3.5% |
| 137 | 5 | 3.5% |
| 102 | 4 | 2.8% |
| Other values (43) | 83 |
| Value | Count | Frequency (%) |
| 87 | 2 | 1.4% |
| 90 | 1 | 0.7% |
| 91 | 1 | 0.7% |
| 93 | 3 | 2.1% |
| 94 | 2 | 1.4% |
| 95 | 1 | 0.7% |
| 96 | 2 | 1.4% |
| 98 | 10 | |
| 99 | 6 | |
| 100 | 4 | 2.8% |
| Value | Count | Frequency (%) |
| 154 | 1 | |
| 152 | 2 | |
| 151 | 1 | |
| 149 | 1 | |
| 145 | 2 | |
| 144 | 1 | |
| 142 | 2 | |
| 141 | 1 | |
| 140 | 1 | |
| 139 | 2 |
complex_area
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0169078 × 108 |
| Minimum | 1.0081930 × 108 |
|---|---|
| Maximum | 1.0394533 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1.0081930 × 108 |
|---|---|
| 5-th percentile | 1.0081930 × 108 |
| Q1 | 1.0081930 × 108 |
| median | 1.0094951 × 108 |
| Q3 | 1.0240939 × 108 |
| 95-th percentile | 1.0388653 × 108 |
| Maximum | 1.0394533 × 108 |
| Range | 3126028 |
| Interquartile range (IQR) | 1590081 |
Descriptive statistics
| Standard deviation | 1050593.3 |
|---|---|
| Coefficient of variation (CV) | 0.010331254 |
| Kurtosis | -0.21769867 |
| Mean | 1.0169078 × 108 |
| Median Absolute Deviation (MAD) | 130208 |
| Skewness | 0.98796312 |
| Sum | 1.4643472 × 1010 |
| Variance | 1.1037462 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 100819305 | 53 | |
| 100949513 | 23 | |
| 102409386 | 20 | 13.9% |
| 103886530 | 12 | 8.3% |
| 101568805 | 12 | 8.3% |
| 102143493 | 7 | 4.9% |
| 102408704 | 6 | 4.2% |
| 103945333 | 3 | 2.1% |
| 103914757 | 3 | 2.1% |
| 102412047 | 3 | 2.1% |
| Other values (2) | 2 | 1.4% |
| Value | Count | Frequency (%) |
| 100819305 | 53 | |
| 100949513 | 23 | |
| 101568805 | 12 | 8.3% |
| 102141204 | 1 | 0.7% |
| 102143493 | 7 | 4.9% |
| 102144338 | 1 | 0.7% |
| 102408704 | 6 | 4.2% |
| 102409386 | 20 | 13.9% |
| 102412047 | 3 | 2.1% |
| 103886530 | 12 | 8.3% |
| Value | Count | Frequency (%) |
| 103945333 | 3 | 2.1% |
| 103914757 | 3 | 2.1% |
| 103886530 | 12 | |
| 102412047 | 3 | 2.1% |
| 102409386 | 20 | |
| 102408704 | 6 | 4.2% |
| 102144338 | 1 | 0.7% |
| 102143493 | 7 | 4.9% |
| 102141204 | 1 | 0.7% |
| 101568805 | 12 |
annual_household_income
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1031.5833 |
| Minimum | 851 |
|---|---|
| Maximum | 1227 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 851 |
|---|---|
| 5-th percentile | 851 |
| Q1 | 963 |
| median | 1027 |
| Q3 | 1089.75 |
| 95-th percentile | 1227 |
| Maximum | 1227 |
| Range | 376 |
| Interquartile range (IQR) | 126.75 |
Descriptive statistics
| Standard deviation | 104.79827 |
|---|---|
| Coefficient of variation (CV) | 0.10158973 |
| Kurtosis | -0.61458548 |
| Mean | 1031.5833 |
| Median Absolute Deviation (MAD) | 69 |
| Skewness | 0.18879114 |
| Sum | 148548 |
| Variance | 10982.678 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 904 | 12 | |
| 1014 | 12 | |
| 1040 | 12 | |
| 1004 | 12 | |
| 851 | 12 | |
| 948 | 12 | |
| 968 | 12 | |
| 1046 | 12 | |
| 1080 | 12 | |
| 1119 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 851 | 12 | |
| 904 | 12 | |
| 948 | 12 | |
| 968 | 12 | |
| 1004 | 12 | |
| 1014 | 12 | |
| 1040 | 12 | |
| 1046 | 12 | |
| 1080 | 12 | |
| 1119 | 12 |
| Value | Count | Frequency (%) |
| 1227 | 12 | |
| 1178 | 12 | |
| 1119 | 12 | |
| 1080 | 12 | |
| 1046 | 12 | |
| 1040 | 12 | |
| 1014 | 12 | |
| 1004 | 12 | |
| 968 | 12 | |
| 948 | 12 |
High_School_Graduate_num
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1951.5833 |
| Minimum | 1465 |
|---|---|
| Maximum | 2242 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1465 |
|---|---|
| 5-th percentile | 1465 |
| Q1 | 1900.5 |
| median | 1961.5 |
| Q3 | 2090.5 |
| 95-th percentile | 2242 |
| Maximum | 2242 |
| Range | 777 |
| Interquartile range (IQR) | 190 |
Descriptive statistics
| Standard deviation | 214.20092 |
|---|---|
| Coefficient of variation (CV) | 0.10975751 |
| Kurtosis | 0.26832736 |
| Mean | 1951.5833 |
| Median Absolute Deviation (MAD) | 113.5 |
| Skewness | -0.96298897 |
| Sum | 281028 |
| Variance | 45882.035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 1896 | 12 | |
| 1952 | 12 | |
| 2088 | 12 | |
| 2062 | 12 | |
| 2242 | 12 | |
| 2180 | 12 | |
| 2098 | 12 | |
| 1971 | 12 | |
| 1951 | 12 | |
| 1902 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 1465 | 12 | |
| 1612 | 12 | |
| 1896 | 12 | |
| 1902 | 12 | |
| 1951 | 12 | |
| 1952 | 12 | |
| 1971 | 12 | |
| 2062 | 12 | |
| 2088 | 12 | |
| 2098 | 12 |
| Value | Count | Frequency (%) |
| 2242 | 12 | |
| 2180 | 12 | |
| 2098 | 12 | |
| 2088 | 12 | |
| 2062 | 12 | |
| 1971 | 12 | |
| 1952 | 12 | |
| 1951 | 12 | |
| 1902 | 12 | |
| 1896 | 12 |
High_School_Graduate_ratio
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.83629988 |
| Minimum | 0.7503639 |
|---|---|
| Maximum | 0.93510324 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.7503639 |
|---|---|
| 5-th percentile | 0.7503639 |
| Q1 | 0.79858355 |
| median | 0.82432648 |
| Q3 | 0.8750299 |
| 95-th percentile | 0.93510324 |
| Maximum | 0.93510324 |
| Range | 0.18473934 |
| Interquartile range (IQR) | 0.076446347 |
Descriptive statistics
| Standard deviation | 0.060331105 |
|---|---|
| Coefficient of variation (CV) | 0.072140516 |
| Kurtosis | -1.1081554 |
| Mean | 0.83629988 |
| Median Absolute Deviation (MAD) | 0.04490486 |
| Skewness | 0.31471882 |
| Sum | 120.42718 |
| Variance | 0.0036398422 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 0.7707317073 | 12 | |
| 0.7639921722 | 12 | |
| 0.8115040808 | 12 | |
| 0.750363901 | 12 | |
| 0.8466767372 | 12 | |
| 0.8131294293 | 12 | |
| 0.8605414274 | 12 | |
| 0.8355235269 | 12 | |
| 0.8078674948 | 12 | |
| 0.9351032448 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 0.750363901 | 12 | |
| 0.7639921722 | 12 | |
| 0.7707317073 | 12 | |
| 0.8078674948 | 12 | |
| 0.8115040808 | 12 | |
| 0.8131294293 | 12 | |
| 0.8355235269 | 12 | |
| 0.8466767372 | 12 | |
| 0.8605414274 | 12 | |
| 0.9184952978 | 12 |
| Value | Count | Frequency (%) |
| 0.9351032448 | 12 | |
| 0.9216695254 | 12 | |
| 0.9184952978 | 12 | |
| 0.8605414274 | 12 | |
| 0.8466767372 | 12 | |
| 0.8355235269 | 12 | |
| 0.8131294293 | 12 | |
| 0.8115040808 | 12 | |
| 0.8078674948 | 12 | |
| 0.7707317073 | 12 |
personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54634069 |
| Minimum | 36646331 |
|---|---|
| Maximum | 80147126 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 36646331 |
|---|---|
| 5-th percentile | 36646331 |
| Q1 | 44782287 |
| median | 51198312 |
| Q3 | 67622006 |
| 95-th percentile | 80147126 |
| Maximum | 80147126 |
| Range | 43500795 |
| Interquartile range (IQR) | 22839718 |
Descriptive statistics
| Standard deviation | 14243708 |
|---|---|
| Coefficient of variation (CV) | 0.2607111 |
| Kurtosis | -1.1353316 |
| Mean | 54634069 |
| Median Absolute Deviation (MAD) | 12532664 |
| Skewness | 0.4461512 |
| Sum | 7.867306 × 109 |
| Variance | 2.0288322 × 1014 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 36646331 | 12 | |
| 37897077 | 12 | |
| 39434218 | 12 | |
| 46564977 | 12 | |
| 47482665 | 12 | |
| 50496757 | 12 | |
| 51899866 | 12 | |
| 53420823 | 12 | |
| 66708176 | 12 | |
| 70363495 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 36646331 | 12 | |
| 37897077 | 12 | |
| 39434218 | 12 | |
| 46564977 | 12 | |
| 47482665 | 12 | |
| 50496757 | 12 | |
| 51899866 | 12 | |
| 53420823 | 12 | |
| 66708176 | 12 | |
| 70363495 | 12 |
| Value | Count | Frequency (%) |
| 80147126 | 12 | |
| 74547322 | 12 | |
| 70363495 | 12 | |
| 66708176 | 12 | |
| 53420823 | 12 | |
| 51899866 | 12 | |
| 50496757 | 12 | |
| 47482665 | 12 | |
| 46564977 | 12 | |
| 39434218 | 12 |
benefits_vs_personal_expense
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.375 |
| Minimum | 25.2 |
|---|---|
| Maximum | 43 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 25.2 |
|---|---|
| 5-th percentile | 25.2 |
| Q1 | 30.075 |
| median | 34.95 |
| Q3 | 39.75 |
| 95-th percentile | 43 |
| Maximum | 43 |
| Range | 17.8 |
| Interquartile range (IQR) | 9.675 |
Descriptive statistics
| Standard deviation | 5.73559 |
|---|---|
| Coefficient of variation (CV) | 0.16685353 |
| Kurtosis | -1.1899207 |
| Mean | 34.375 |
| Median Absolute Deviation (MAD) | 4.95 |
| Skewness | -0.22501964 |
| Sum | 4950 |
| Variance | 32.896993 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 28.2 | 12 | |
| 25.7 | 12 | |
| 25.2 | 12 | |
| 30.7 | 12 | |
| 36.8 | 12 | |
| 35 | 12 | |
| 34.9 | 12 | |
| 32.8 | 12 | |
| 39.6 | 12 | |
| 40.2 | 12 | |
| Other values (2) | 24 |
| Value | Count | Frequency (%) |
| 25.2 | 12 | |
| 25.7 | 12 | |
| 28.2 | 12 | |
| 30.7 | 12 | |
| 32.8 | 12 | |
| 34.9 | 12 | |
| 35 | 12 | |
| 36.8 | 12 | |
| 39.6 | 12 | |
| 40.2 | 12 |
| Value | Count | Frequency (%) |
| 43 | 12 | |
| 40.4 | 12 | |
| 40.2 | 12 | |
| 39.6 | 12 | |
| 36.8 | 12 | |
| 35 | 12 | |
| 34.9 | 12 | |
| 32.8 | 12 | |
| 30.7 | 12 | |
| 28.2 | 12 |
employment_ratio
Real number (ℝ)
| Distinct | 142 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36426.375 |
| Minimum | 32142 |
|---|---|
| Maximum | 41027 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 32142 |
|---|---|
| 5-th percentile | 32940.9 |
| Q1 | 34754 |
| median | 36237.5 |
| Q3 | 38350.75 |
| 95-th percentile | 39351 |
| Maximum | 41027 |
| Range | 8885 |
| Interquartile range (IQR) | 3596.75 |
Descriptive statistics
| Standard deviation | 2172.9103 |
|---|---|
| Coefficient of variation (CV) | 0.059652115 |
| Kurtosis | -1.0450062 |
| Mean | 36426.375 |
| Median Absolute Deviation (MAD) | 1841.5 |
| Skewness | -0.019106399 |
| Sum | 5245398 |
| Variance | 4721539.1 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35990 | 2 | 1.4% |
| 39351 | 2 | 1.4% |
| 32601 | 1 | 0.7% |
| 36170 | 1 | 0.7% |
| 35749 | 1 | 0.7% |
| 36121 | 1 | 0.7% |
| 35536 | 1 | 0.7% |
| 35687 | 1 | 0.7% |
| 36431 | 1 | 0.7% |
| 35356 | 1 | 0.7% |
| Other values (132) | 132 |
| Value | Count | Frequency (%) |
| 32142 | 1 | |
| 32385 | 1 | |
| 32601 | 1 | |
| 32692 | 1 | |
| 32706 | 1 | |
| 32773 | 1 | |
| 32854 | 1 | |
| 32934 | 1 | |
| 32980 | 1 | |
| 33017 | 1 |
| Value | Count | Frequency (%) |
| 41027 | 1 | |
| 40816 | 1 | |
| 40498 | 1 | |
| 40421 | 1 | |
| 40041 | 1 | |
| 39998 | 1 | |
| 39689 | 1 | |
| 39351 | 2 | |
| 39256 | 1 | |
| 39246 | 1 |
employment_insurance_ratio
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 144 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24135246 |
| Minimum | 0.21185916 |
|---|---|
| Maximum | 0.27261733 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0.21185916 |
|---|---|
| 5-th percentile | 0.21866055 |
| Q1 | 0.23013169 |
| median | 0.24048334 |
| Q3 | 0.2529975 |
| 95-th percentile | 0.2611379 |
| Maximum | 0.27261733 |
| Range | 0.060758175 |
| Interquartile range (IQR) | 0.022865813 |
Descriptive statistics
| Standard deviation | 0.014056029 |
|---|---|
| Coefficient of variation (CV) | 0.058238598 |
| Kurtosis | -0.89441393 |
| Mean | 0.24135246 |
| Median Absolute Deviation (MAD) | 0.011570223 |
| Skewness | 0.02709473 |
| Sum | 34.754755 |
| Variance | 0.00019757195 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.2270849731 | 1 | 0.7% |
| 0.2279824543 | 1 | 0.7% |
| 0.2347444661 | 1 | 0.7% |
| 0.2362106534 | 1 | 0.7% |
| 0.2364852921 | 1 | 0.7% |
| 0.2309168019 | 1 | 0.7% |
| 0.2307112992 | 1 | 0.7% |
| 0.2327220795 | 1 | 0.7% |
| 0.2364763262 | 1 | 0.7% |
| 0.2382855424 | 1 | 0.7% |
| Other values (134) | 134 |
| Value | Count | Frequency (%) |
| 0.211859156 | 1 | |
| 0.2137990678 | 1 | |
| 0.2158355991 | 1 | |
| 0.2159158289 | 1 | |
| 0.2165850314 | 1 | |
| 0.2171310276 | 1 | |
| 0.217526086 | 1 | |
| 0.2185074548 | 1 | |
| 0.2195281091 | 1 | |
| 0.220166086 | 1 |
| Value | Count | Frequency (%) |
| 0.272617331 | 1 | |
| 0.2718275903 | 1 | |
| 0.2692561334 | 1 | |
| 0.2690342853 | 1 | |
| 0.2658006014 | 1 | |
| 0.2654164925 | 1 | |
| 0.2635549269 | 1 | |
| 0.2611907607 | 1 | |
| 0.2608383568 | 1 | |
| 0.2603433288 | 1 |
Average_Temp
Real number (ℝ)
| Distinct | 110 |
|---|---|
| Distinct (%) | 76.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.997222 |
| Minimum | -1.5 |
|---|---|
| Maximum | 28.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 0.7% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -1.5 |
|---|---|
| 5-th percentile | 2.5 |
| Q1 | 6.95 |
| median | 15.5 |
| Q3 | 22.525 |
| 95-th percentile | 26.985 |
| Maximum | 28.4 |
| Range | 29.9 |
| Interquartile range (IQR) | 15.575 |
Descriptive statistics
| Standard deviation | 8.3879363 |
|---|---|
| Coefficient of variation (CV) | 0.55929932 |
| Kurtosis | -1.3226245 |
| Mean | 14.997222 |
| Median Absolute Deviation (MAD) | 7.2 |
| Skewness | -0.11120415 |
| Sum | 2159.6 |
| Variance | 70.357475 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.6 | 4 | 2.8% |
| 17.2 | 3 | 2.1% |
| 22.9 | 3 | 2.1% |
| 19.9 | 2 | 1.4% |
| 3.2 | 2 | 1.4% |
| 22.4 | 2 | 1.4% |
| 5.4 | 2 | 1.4% |
| 14.9 | 2 | 1.4% |
| 2.7 | 2 | 1.4% |
| 2.2 | 2 | 1.4% |
| Other values (100) | 120 |
| Value | Count | Frequency (%) |
| -1.5 | 1 | |
| 0.7 | 1 | |
| 2.1 | 1 | |
| 2.2 | 2 | |
| 2.4 | 2 | |
| 2.5 | 2 | |
| 2.7 | 2 | |
| 3.1 | 1 | |
| 3.2 | 2 | |
| 3.4 | 1 |
| Value | Count | Frequency (%) |
| 28.4 | 1 | |
| 27.9 | 2 | |
| 27.8 | 1 | |
| 27.5 | 1 | |
| 27.3 | 1 | |
| 27.1 | 1 | |
| 27 | 1 | |
| 26.9 | 2 | |
| 26.8 | 1 | |
| 26.7 | 2 |
Monthly_Rainfall
Real number (ℝ)
| Distinct | 139 |
|---|---|
| Distinct (%) | 96.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 129.67986 |
| Minimum | 0 |
|---|---|
| Maximum | 560.1 |
| Zeros | 1 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.05 |
| Q1 | 38.375 |
| median | 87.6 |
| Q3 | 174.35 |
| 95-th percentile | 368.28 |
| Maximum | 560.1 |
| Range | 560.1 |
| Interquartile range (IQR) | 135.975 |
Descriptive statistics
| Standard deviation | 122.06501 |
|---|---|
| Coefficient of variation (CV) | 0.94127962 |
| Kurtosis | 1.8419245 |
| Mean | 129.67986 |
| Median Absolute Deviation (MAD) | 59.45 |
| Skewness | 1.45133 |
| Sum | 18673.9 |
| Variance | 14899.867 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 150 | 2 | 1.4% |
| 80.1 | 2 | 1.4% |
| 42.6 | 2 | 1.4% |
| 27.1 | 2 | 1.4% |
| 38 | 2 | 1.4% |
| 21.7 | 1 | 0.7% |
| 109.7 | 1 | 0.7% |
| 0.2 | 1 | 0.7% |
| 11.2 | 1 | 0.7% |
| 26 | 1 | 0.7% |
| Other values (129) | 129 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.2 | 1 | |
| 1.6 | 1 | |
| 3.4 | 1 | |
| 5.4 | 1 | |
| 5.7 | 1 | |
| 6.6 | 1 | |
| 9.9 | 1 | |
| 10.9 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 560.1 | 1 | |
| 550.8 | 1 | |
| 483.1 | 1 | |
| 481.9 | 1 | |
| 469.2 | 1 | |
| 416.6 | 1 | |
| 379.1 | 1 | |
| 370.5 | 1 | |
| 355.7 | 1 | |
| 354.3 | 1 |
Average_Relative_Humadity
Real number (ℝ)
| Distinct | 45 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.541667 |
| Minimum | 42 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 42 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 57 |
| median | 66 |
| Q3 | 76 |
| 95-th percentile | 86 |
| Maximum | 91 |
| Range | 49 |
| Interquartile range (IQR) | 19 |
Descriptive statistics
| Standard deviation | 11.675014 |
|---|---|
| Coefficient of variation (CV) | 0.17545418 |
| Kurtosis | -0.86606729 |
| Mean | 66.541667 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.0866868 |
| Sum | 9582 |
| Variance | 136.30594 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=45)
| Value | Count | Frequency (%) |
| 61 | 9 | 6.2% |
| 57 | 8 | 5.6% |
| 65 | 7 | 4.9% |
| 69 | 7 | 4.9% |
| 66 | 7 | 4.9% |
| 74 | 6 | 4.2% |
| 51 | 5 | 3.5% |
| 86 | 5 | 3.5% |
| 60 | 5 | 3.5% |
| 79 | 5 | 3.5% |
| Other values (35) | 80 |
| Value | Count | Frequency (%) |
| 42 | 2 | 1.4% |
| 44 | 1 | 0.7% |
| 45 | 1 | 0.7% |
| 47 | 1 | 0.7% |
| 48 | 1 | 0.7% |
| 49 | 3 | |
| 50 | 1 | 0.7% |
| 51 | 5 | |
| 52 | 3 | |
| 53 | 3 |
| Value | Count | Frequency (%) |
| 91 | 1 | 0.7% |
| 90 | 1 | 0.7% |
| 89 | 1 | 0.7% |
| 87 | 1 | 0.7% |
| 86 | 5 | |
| 85 | 2 | 1.4% |
| 84 | 1 | 0.7% |
| 83 | 3 | |
| 82 | 1 | 0.7% |
| 81 | 5 |
Ground_Temp
Real number (ℝ)
| Distinct | 118 |
|---|---|
| Distinct (%) | 81.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.728472 |
| Minimum | -0.4 |
|---|---|
| Maximum | 32.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 0.7% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | -0.4 |
|---|---|
| 5-th percentile | 2.715 |
| Q1 | 7.3 |
| median | 17.75 |
| Q3 | 25.075 |
| 95-th percentile | 30.155 |
| Maximum | 32.1 |
| Range | 32.5 |
| Interquartile range (IQR) | 17.775 |
Descriptive statistics
| Standard deviation | 9.5174015 |
|---|---|
| Coefficient of variation (CV) | 0.56893429 |
| Kurtosis | -1.3421813 |
| Mean | 16.728472 |
| Median Absolute Deviation (MAD) | 8.3 |
| Skewness | -0.10807765 |
| Sum | 2408.9 |
| Variance | 90.580932 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 26.1 | 3 | 2.1% |
| 11.3 | 3 | 2.1% |
| 4.6 | 3 | 2.1% |
| 11.8 | 3 | 2.1% |
| 18.9 | 2 | 1.4% |
| 26.7 | 2 | 1.4% |
| 9.5 | 2 | 1.4% |
| 15.2 | 2 | 1.4% |
| 29.9 | 2 | 1.4% |
| 26.4 | 2 | 1.4% |
| Other values (108) | 120 |
| Value | Count | Frequency (%) |
| -0.4 | 1 | |
| 0.5 | 1 | |
| 1.2 | 1 | |
| 1.4 | 1 | |
| 2.3 | 1 | |
| 2.4 | 1 | |
| 2.6 | 1 | |
| 2.7 | 1 | |
| 2.8 | 1 | |
| 3 | 1 |
| Value | Count | Frequency (%) |
| 32.1 | 2 | |
| 31.8 | 1 | |
| 31.3 | 1 | |
| 31.1 | 1 | |
| 30.9 | 1 | |
| 30.7 | 1 | |
| 30.2 | 1 | |
| 29.9 | 2 | |
| 29.8 | 2 | |
| 29.7 | 1 |
Average_Wind
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 21.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1291667 |
| Minimum | 1 |
|---|---|
| Maximum | 5.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1.3 |
| Q1 | 1.6 |
| median | 2 |
| Q3 | 2.3 |
| 95-th percentile | 3.785 |
| Maximum | 5.9 |
| Range | 4.9 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.78721204 |
|---|---|
| Coefficient of variation (CV) | 0.36972777 |
| Kurtosis | 6.6222402 |
| Mean | 2.1291667 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 2.3143783 |
| Sum | 306.6 |
| Variance | 0.6197028 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 2 | 20 | |
| 1.6 | 17 | |
| 1.8 | 14 | |
| 2.1 | 10 | 6.9% |
| 2.3 | 9 | 6.2% |
| 1.5 | 9 | 6.2% |
| 2.2 | 9 | 6.2% |
| 1.3 | 8 | 5.6% |
| 1.7 | 8 | 5.6% |
| 2.4 | 7 | 4.9% |
| Other values (21) | 33 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.7% |
| 1.1 | 1 | 0.7% |
| 1.2 | 1 | 0.7% |
| 1.3 | 8 | 5.6% |
| 1.5 | 9 | |
| 1.6 | 17 | |
| 1.7 | 8 | 5.6% |
| 1.8 | 14 | |
| 1.9 | 6 | 4.2% |
| 2 | 20 |
| Value | Count | Frequency (%) |
| 5.9 | 1 | |
| 5.3 | 1 | |
| 4.9 | 1 | |
| 4.6 | 1 | |
| 4.5 | 1 | |
| 4.4 | 1 | |
| 4.2 | 1 | |
| 3.8 | 1 | |
| 3.7 | 1 | |
| 3.6 | 1 |
Average_Pressure
Real number (ℝ)
| Distinct | 101 |
|---|---|
| Distinct (%) | 70.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1006.091 |
| Minimum | 996 |
|---|---|
| Maximum | 1016.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.3 KiB |
Quantile statistics
| Minimum | 996 |
|---|---|
| 5-th percentile | 997.3 |
| Q1 | 1001.05 |
| median | 1007 |
| Q3 | 1011.7 |
| 95-th percentile | 1014.1 |
| Maximum | 1016.9 |
| Range | 20.9 |
| Interquartile range (IQR) | 10.65 |
Descriptive statistics
| Standard deviation | 5.9631258 |
|---|---|
| Coefficient of variation (CV) | 0.0059270244 |
| Kurtosis | -1.393933 |
| Mean | 1006.091 |
| Median Absolute Deviation (MAD) | 5.15 |
| Skewness | -0.13698734 |
| Sum | 144877.1 |
| Variance | 35.558869 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1011.7 | 4 | 2.8% |
| 997.7 | 4 | 2.8% |
| 1003.1 | 3 | 2.1% |
| 1003.6 | 3 | 2.1% |
| 1008.6 | 3 | 2.1% |
| 1001.4 | 3 | 2.1% |
| 1010.5 | 3 | 2.1% |
| 1012.7 | 3 | 2.1% |
| 1014.1 | 2 | 1.4% |
| 1013.5 | 2 | 1.4% |
| Other values (91) | 114 |
| Value | Count | Frequency (%) |
| 996 | 1 | |
| 996.5 | 1 | |
| 996.7 | 1 | |
| 996.8 | 1 | |
| 996.9 | 1 | |
| 997 | 1 | |
| 997.2 | 1 | |
| 997.3 | 2 | |
| 997.4 | 1 | |
| 997.5 | 1 |
| Value | Count | Frequency (%) |
| 1016.9 | 1 | |
| 1015.2 | 1 | |
| 1015.1 | 1 | |
| 1015 | 1 | |
| 1014.8 | 1 | |
| 1014.3 | 1 | |
| 1014.2 | 1 | |
| 1014.1 | 2 | |
| 1013.8 | 1 | |
| 1013.7 | 2 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| water_supply | 1.000 | -0.270 | 0.040 | -0.052 | -0.134 | -0.249 | 0.266 | 0.024 | 0.018 | 0.006 | 0.040 | -0.035 | 0.217 | -0.086 | -0.027 | 0.029 | 0.008 | 0.277 | 0.319 | 0.626 | 0.302 | 0.400 | 0.615 | -0.367 | -0.551 |
| Total_Population | -0.270 | 1.000 | 0.478 | -0.462 | 0.751 | 0.909 | 0.020 | 0.449 | 0.308 | 0.441 | -0.710 | -0.119 | 0.103 | 0.327 | 0.341 | 0.471 | 0.338 | -0.129 | -0.395 | -0.111 | -0.111 | 0.046 | -0.111 | -0.257 | 0.065 |
| Households | 0.040 | 0.478 | 1.000 | -0.998 | 0.892 | 0.236 | 0.703 | 0.989 | -0.312 | 0.926 | -0.738 | -0.675 | 0.756 | -0.427 | 0.772 | 0.994 | 0.896 | 0.506 | 0.319 | 0.052 | -0.031 | -0.058 | 0.020 | -0.529 | -0.027 |
| Population_per_Households | -0.052 | -0.462 | -0.998 | 1.000 | -0.880 | -0.217 | -0.707 | -0.991 | 0.318 | -0.922 | 0.742 | 0.676 | -0.760 | 0.432 | -0.773 | -0.996 | -0.899 | -0.509 | -0.328 | -0.065 | 0.021 | 0.052 | -0.033 | 0.526 | 0.044 |
| Male_Population | -0.134 | 0.751 | 0.892 | -0.880 | 1.000 | 0.489 | 0.571 | 0.868 | -0.174 | 0.824 | -0.803 | -0.593 | 0.638 | -0.273 | 0.653 | 0.889 | 0.760 | 0.324 | 0.094 | -0.110 | -0.127 | -0.131 | -0.130 | -0.412 | 0.083 |
| Female_Population | -0.249 | 0.909 | 0.236 | -0.217 | 0.489 | 1.000 | -0.242 | 0.199 | 0.561 | 0.236 | -0.551 | 0.215 | -0.179 | 0.624 | 0.164 | 0.222 | 0.107 | -0.275 | -0.534 | -0.110 | -0.133 | 0.136 | -0.097 | -0.174 | 0.072 |
| Male_Female_Ratio | 0.266 | 0.020 | 0.703 | -0.707 | 0.571 | -0.242 | 1.000 | 0.669 | -0.454 | 0.581 | -0.361 | -0.576 | 0.933 | -0.657 | 0.436 | 0.709 | 0.555 | 0.810 | 0.739 | -0.016 | -0.049 | -0.282 | -0.041 | -0.395 | -0.009 |
| Population_aging_Ratio | 0.024 | 0.449 | 0.989 | -0.991 | 0.868 | 0.199 | 0.669 | 1.000 | -0.351 | 0.913 | -0.735 | -0.693 | 0.729 | -0.458 | 0.777 | 0.988 | 0.908 | 0.475 | 0.311 | 0.074 | -0.013 | -0.043 | 0.040 | -0.500 | -0.046 |
| Power_usage | 0.018 | 0.308 | -0.312 | 0.318 | -0.174 | 0.561 | -0.454 | -0.351 | 1.000 | -0.223 | 0.028 | 0.624 | -0.516 | 0.774 | -0.294 | -0.323 | -0.330 | -0.316 | -0.423 | -0.018 | -0.028 | 0.207 | 0.014 | 0.053 | -0.039 |
| Num_of_Business | 0.006 | 0.441 | 0.926 | -0.922 | 0.824 | 0.236 | 0.581 | 0.913 | -0.223 | 1.000 | -0.632 | -0.603 | 0.611 | -0.336 | 0.759 | 0.917 | 0.884 | 0.387 | 0.210 | 0.012 | -0.085 | -0.051 | -0.015 | -0.464 | 0.025 |
| Business_above_100 | 0.040 | -0.710 | -0.738 | 0.742 | -0.803 | -0.551 | -0.361 | -0.735 | 0.028 | -0.632 | 1.000 | 0.465 | -0.486 | 0.110 | -0.483 | -0.745 | -0.539 | -0.205 | 0.001 | -0.061 | -0.017 | -0.096 | -0.051 | 0.396 | 0.094 |
| complex_area | -0.035 | -0.119 | -0.675 | 0.676 | -0.593 | 0.215 | -0.576 | -0.693 | 0.624 | -0.603 | 0.465 | 1.000 | -0.678 | 0.787 | -0.460 | -0.672 | -0.651 | -0.302 | -0.292 | -0.050 | -0.035 | 0.158 | -0.004 | 0.260 | -0.024 |
| annual_household_income | 0.217 | 0.103 | 0.756 | -0.760 | 0.638 | -0.179 | 0.933 | 0.729 | -0.516 | 0.611 | -0.486 | -0.678 | 1.000 | -0.713 | 0.462 | 0.762 | 0.538 | 0.796 | 0.718 | 0.022 | -0.033 | -0.237 | -0.009 | -0.407 | -0.031 |
| High_School_Graduate_num | -0.086 | 0.327 | -0.427 | 0.432 | -0.273 | 0.624 | -0.657 | -0.458 | 0.774 | -0.336 | 0.110 | 0.787 | -0.713 | 1.000 | -0.224 | -0.434 | -0.406 | -0.544 | -0.647 | -0.006 | 0.005 | 0.271 | 0.033 | 0.097 | -0.049 |
| High_School_Graduate_ratio | -0.027 | 0.341 | 0.772 | -0.773 | 0.653 | 0.164 | 0.436 | 0.777 | -0.294 | 0.759 | -0.483 | -0.460 | 0.462 | -0.224 | 1.000 | 0.776 | 0.748 | 0.188 | 0.058 | 0.025 | -0.021 | -0.065 | 0.007 | -0.368 | -0.025 |
| personal_expense | 0.029 | 0.471 | 0.994 | -0.996 | 0.889 | 0.222 | 0.709 | 0.988 | -0.323 | 0.917 | -0.745 | -0.672 | 0.762 | -0.434 | 0.776 | 1.000 | 0.902 | 0.494 | 0.313 | 0.034 | -0.033 | -0.079 | 0.007 | -0.505 | -0.032 |
| benefits_vs_personal_expense | 0.008 | 0.338 | 0.896 | -0.899 | 0.760 | 0.107 | 0.555 | 0.908 | -0.330 | 0.884 | -0.539 | -0.651 | 0.538 | -0.406 | 0.748 | 0.902 | 1.000 | 0.315 | 0.181 | 0.033 | -0.002 | -0.064 | 0.007 | -0.415 | -0.013 |
| employment_ratio | 0.277 | -0.129 | 0.506 | -0.509 | 0.324 | -0.275 | 0.810 | 0.475 | -0.316 | 0.387 | -0.205 | -0.302 | 0.796 | -0.544 | 0.188 | 0.494 | 0.315 | 1.000 | 0.951 | 0.087 | 0.012 | -0.144 | 0.054 | -0.394 | -0.074 |
| employment_insurance_ratio | 0.319 | -0.395 | 0.319 | -0.328 | 0.094 | -0.534 | 0.739 | 0.311 | -0.423 | 0.210 | 0.001 | -0.292 | 0.718 | -0.647 | 0.058 | 0.313 | 0.181 | 0.951 | 1.000 | 0.119 | 0.053 | -0.153 | 0.085 | -0.263 | -0.096 |
| Average_Temp | 0.626 | -0.111 | 0.052 | -0.065 | -0.110 | -0.110 | -0.016 | 0.074 | -0.018 | 0.012 | -0.061 | -0.050 | 0.022 | -0.006 | 0.025 | 0.034 | 0.033 | 0.087 | 0.119 | 1.000 | 0.728 | 0.805 | 0.990 | -0.503 | -0.900 |
| Monthly_Rainfall | 0.302 | -0.111 | -0.031 | 0.021 | -0.127 | -0.133 | -0.049 | -0.013 | -0.028 | -0.085 | -0.017 | -0.035 | -0.033 | 0.005 | -0.021 | -0.033 | -0.002 | 0.012 | 0.053 | 0.728 | 1.000 | 0.712 | 0.725 | -0.213 | -0.724 |
| Average_Relative_Humadity | 0.400 | 0.046 | -0.058 | 0.052 | -0.131 | 0.136 | -0.282 | -0.043 | 0.207 | -0.051 | -0.096 | 0.158 | -0.237 | 0.271 | -0.065 | -0.079 | -0.064 | -0.144 | -0.153 | 0.805 | 0.712 | 1.000 | 0.805 | -0.323 | -0.738 |
| Ground_Temp | 0.615 | -0.111 | 0.020 | -0.033 | -0.130 | -0.097 | -0.041 | 0.040 | 0.014 | -0.015 | -0.051 | -0.004 | -0.009 | 0.033 | 0.007 | 0.007 | 0.007 | 0.054 | 0.085 | 0.990 | 0.725 | 0.805 | 1.000 | -0.495 | -0.916 |
| Average_Wind | -0.367 | -0.257 | -0.529 | 0.526 | -0.412 | -0.174 | -0.395 | -0.500 | 0.053 | -0.464 | 0.396 | 0.260 | -0.407 | 0.097 | -0.368 | -0.505 | -0.415 | -0.394 | -0.263 | -0.503 | -0.213 | -0.323 | -0.495 | 1.000 | 0.451 |
| Average_Pressure | -0.551 | 0.065 | -0.027 | 0.044 | 0.083 | 0.072 | -0.009 | -0.046 | -0.039 | 0.025 | 0.094 | -0.024 | -0.031 | -0.049 | -0.025 | -0.032 | -0.013 | -0.074 | -0.096 | -0.900 | -0.724 | -0.738 | -0.916 | 0.451 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2010-01-01 | 229099.935484 | 143563.0 | 51918.0 | 2.765187 | 73673.0 | 69890.0 | 1.054128 | 9.3 | 293115000.0 | 4460.0 | 151.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 32601.0 | 0.227085 | 2.1 | 21.7 | 51.0 | 1.2 | 4.5 | 1015.0 |
| 2010-02-01 | 220593.464286 | 143397.0 | 51935.0 | 2.761086 | 73639.0 | 69758.0 | 1.055635 | 9.3 | 274972000.0 | 4082.0 | 141.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 32692.0 | 0.227982 | 5.0 | 87.2 | 60.0 | 4.4 | 4.6 | 1012.4 |
| 2010-03-01 | 245513.064516 | 143593.0 | 52054.0 | 2.758539 | 73686.0 | 69907.0 | 1.054058 | 9.4 | 294333000.0 | 4253.0 | 152.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 33017.0 | 0.229935 | 7.6 | 132.2 | 60.0 | 7.4 | 5.3 | 1011.7 |
| 2010-04-01 | 237720.100000 | 143723.0 | 52198.0 | 2.753420 | 73776.0 | 69947.0 | 1.054741 | 9.4 | 285508000.0 | 4145.0 | 137.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 33304.0 | 0.231724 | 11.2 | 150.0 | 60.0 | 13.4 | 4.2 | 1010.1 |
| 2010-05-01 | 248876.000000 | 143982.0 | 52268.0 | 2.754687 | 73917.0 | 70065.0 | 1.054978 | 9.4 | 355346000.0 | 4207.0 | 131.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 33469.0 | 0.232453 | 17.1 | 149.0 | 69.0 | 21.2 | 3.3 | 1003.8 |
| 2010-06-01 | 264810.333333 | 144178.0 | 52355.0 | 2.753854 | 74027.0 | 70151.0 | 1.055252 | 9.4 | 326504000.0 | 4474.0 | 145.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 33789.0 | 0.234356 | 21.6 | 77.6 | 74.0 | 26.5 | 2.8 | 1002.3 |
| 2010-07-01 | 266525.709677 | 144224.0 | 52388.0 | 2.752997 | 74069.0 | 70155.0 | 1.055791 | 9.4 | 300857000.0 | 4626.0 | 154.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 33701.0 | 0.233671 | 24.7 | 469.2 | 86.0 | 26.8 | 3.2 | 1001.2 |
| 2010-08-01 | 283673.096774 | 144299.0 | 52498.0 | 2.748657 | 74075.0 | 70224.0 | 1.054839 | 9.4 | 322879000.0 | 4286.0 | 137.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 33702.0 | 0.233557 | 26.7 | 303.5 | 86.0 | 28.4 | 2.9 | 1003.6 |
| 2010-09-01 | 274463.666667 | 144390.0 | 52547.0 | 2.747826 | 74131.0 | 70259.0 | 1.055110 | 9.4 | 316427000.0 | 4438.0 | 142.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 33969.0 | 0.235259 | 23.4 | 270.4 | 74.0 | 24.1 | 3.7 | 1005.7 |
| 2010-10-01 | 273693.516129 | 145010.0 | 53114.0 | 2.730165 | 74448.0 | 70562.0 | 1.055072 | 9.4 | 395582000.0 | 4807.0 | 152.0 | 100949513.0 | 904.0 | 1896.0 | 0.770732 | 36646331.0 | 28.2 | 34417.0 | 0.237342 | 17.2 | 36.5 | 61.0 | 18.0 | 4.4 | 1010.3 |
| water_supply | Total_Population | Households | Population_per_Households | Male_Population | Female_Population | Male_Female_Ratio | Population_aging_Ratio | Power_usage | Num_of_Business | Business_above_100 | complex_area | annual_household_income | High_School_Graduate_num | High_School_Graduate_ratio | personal_expense | benefits_vs_personal_expense | employment_ratio | employment_insurance_ratio | Average_Temp | Monthly_Rainfall | Average_Relative_Humadity | Ground_Temp | Average_Wind | Average_Pressure | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| date | |||||||||||||||||||||||||
| 2021-03-01 | 277094.354839 | 150779.0 | 65775.0 | 2.292345 | 78670.0 | 72109.0 | 1.090987 | 13.5 | 312611008.0 | 7563.0 | 107.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 38829.0 | 0.257523 | 11.3 | 136.7 | 61.0 | 12.1 | 1.9 | 1008.9 |
| 2021-04-01 | 264596.300000 | 150701.0 | 65858.0 | 2.288272 | 78627.0 | 72074.0 | 1.090920 | 13.5 | 312093452.0 | 7788.0 | 109.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 39234.0 | 0.260343 | 14.9 | 78.6 | 52.0 | 17.4 | 2.0 | 1008.0 |
| 2021-05-01 | 284413.290323 | 150660.0 | 65978.0 | 2.283488 | 78631.0 | 72029.0 | 1.091658 | 13.6 | 410320597.0 | 7684.0 | 108.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 39351.0 | 0.261191 | 18.4 | 80.1 | 65.0 | 20.8 | 1.6 | 999.6 |
| 2021-06-01 | 296351.666667 | 150591.0 | 66069.0 | 2.279299 | 78601.0 | 71990.0 | 1.091832 | 13.6 | 325511144.0 | 8044.0 | 109.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 39689.0 | 0.263555 | 22.8 | 98.8 | 74.0 | 26.8 | 1.3 | 998.3 |
| 2021-07-01 | 297106.548387 | 150699.0 | 66187.0 | 2.276867 | 78693.0 | 72006.0 | 1.092867 | 13.7 | 332330730.0 | 7611.0 | 109.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 39998.0 | 0.265416 | 26.7 | 379.1 | 80.0 | 30.9 | 1.6 | 998.8 |
| 2021-08-01 | 292829.677419 | 150643.0 | 66252.0 | 2.273788 | 78647.0 | 71996.0 | 1.092380 | 13.7 | 364471507.0 | 7639.0 | 110.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 40041.0 | 0.265801 | 26.3 | 354.3 | 81.0 | 29.0 | 1.3 | 998.7 |
| 2021-09-01 | 294014.933333 | 150121.0 | 66311.0 | 2.263893 | 78399.0 | 71722.0 | 1.093096 | 13.8 | 362702160.0 | 7589.0 | 112.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 40421.0 | 0.269256 | 22.6 | 146.6 | 79.0 | 23.6 | 2.0 | 1003.3 |
| 2021-10-01 | 280449.741935 | 150154.0 | 66575.0 | 2.255411 | 78423.0 | 71731.0 | 1.093293 | 13.9 | 389372409.0 | 7780.0 | 115.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 40816.0 | 0.271828 | 17.8 | 57.8 | 68.0 | 19.0 | 1.1 | 1010.5 |
| 2021-11-01 | 272121.666667 | 150493.0 | 66970.0 | 2.247170 | 78624.0 | 71869.0 | 1.093990 | 13.9 | 335853988.0 | 7871.0 | 115.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 41027.0 | 0.272617 | 11.2 | 44.6 | 63.0 | 10.1 | 1.3 | 1009.4 |
| 2021-12-01 | 261312.225806 | 150531.0 | 67103.0 | 2.243283 | 78626.0 | 71905.0 | 1.093471 | 13.9 | 396081047.0 | 7807.0 | 118.0 | 100819305.0 | 1227.0 | 1465.0 | 0.918495 | 80147126.0 | 43.0 | 40498.0 | 0.269034 | 5.2 | 1.6 | 56.0 | 4.0 | 1.7 | 1013.7 |